Many scientists would disagree with you. Scientific knowledge is, by its nature, provisional. That is, indeed, one of the finest things about science : it seeks its own destruction. A interesting place to catch scientists talking to each other about stuff like this is the RealClimate site.
(This used to be true of "art" too, but in our own tradition we fetishize it, and keep it in a freeze box).